{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = '0'\n",
    "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' \n",
    "\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy\n",
    "import altair as alt\n",
    "import matplotlib.pyplot as plt\n",
    "import shap\n",
    "from tqdm import tqdm\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "from interaction_effects.marginal import MarginalExplainer\n",
    "from interaction_effects.plot import summary_plot\n",
    "import read_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.enable_eager_execution()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = read_data.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>resting_blood_pressure</th>\n",
       "      <th>cholesterol</th>\n",
       "      <th>max_heart_rate_achieved</th>\n",
       "      <th>st_depression</th>\n",
       "      <th>num_major_vessels</th>\n",
       "      <th>sex_male</th>\n",
       "      <th>chest_pain_type_atypical angina</th>\n",
       "      <th>chest_pain_type_non-anginal pain</th>\n",
       "      <th>chest_pain_type_typical angina</th>\n",
       "      <th>fasting_blood_sugar_lower than 120mg/ml</th>\n",
       "      <th>rest_ecg_left ventricular hypertrophy</th>\n",
       "      <th>rest_ecg_normal</th>\n",
       "      <th>exercise_induced_angina_yes</th>\n",
       "      <th>st_slope_flat</th>\n",
       "      <th>st_slope_upsloping</th>\n",
       "      <th>thalassemia_fixed defect</th>\n",
       "      <th>thalassemia_normal</th>\n",
       "      <th>thalassemia_reversable defect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>0.515843</td>\n",
       "      <td>0.151973</td>\n",
       "      <td>-0.823411</td>\n",
       "      <td>0.517860</td>\n",
       "      <td>-0.163186</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>0.953857</td>\n",
       "      <td>0.483800</td>\n",
       "      <td>-0.994193</td>\n",
       "      <td>1.270945</td>\n",
       "      <td>-0.860600</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>1.063361</td>\n",
       "      <td>0.760322</td>\n",
       "      <td>-0.671604</td>\n",
       "      <td>-0.811113</td>\n",
       "      <td>0.882934</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>-2.112242</td>\n",
       "      <td>0.373191</td>\n",
       "      <td>-1.221903</td>\n",
       "      <td>1.403842</td>\n",
       "      <td>0.359874</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>-0.907703</td>\n",
       "      <td>0.594409</td>\n",
       "      <td>-1.335758</td>\n",
       "      <td>0.429262</td>\n",
       "      <td>0.359874</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          age  resting_blood_pressure  cholesterol  max_heart_rate_achieved  \\\n",
       "286  0.515843                0.151973    -0.823411                 0.517860   \n",
       "102  0.953857                0.483800    -0.994193                 1.270945   \n",
       "242  1.063361                0.760322    -0.671604                -0.811113   \n",
       "65  -2.112242                0.373191    -1.221903                 1.403842   \n",
       "35  -0.907703                0.594409    -1.335758                 0.429262   \n",
       "\n",
       "     st_depression  num_major_vessels  sex_male  \\\n",
       "286      -0.163186                  2         1   \n",
       "102      -0.860600                  2         0   \n",
       "242       0.882934                  2         1   \n",
       "65        0.359874                  0         0   \n",
       "35        0.359874                  0         0   \n",
       "\n",
       "     chest_pain_type_atypical angina  chest_pain_type_non-anginal pain  \\\n",
       "286                                0                                 1   \n",
       "102                                0                                 0   \n",
       "242                                0                                 0   \n",
       "65                                 0                                 0   \n",
       "35                                 1                                 0   \n",
       "\n",
       "     chest_pain_type_typical angina  fasting_blood_sugar_lower than 120mg/ml  \\\n",
       "286                               0                                        1   \n",
       "102                               1                                        1   \n",
       "242                               0                                        1   \n",
       "65                                0                                        1   \n",
       "35                                0                                        1   \n",
       "\n",
       "     rest_ecg_left ventricular hypertrophy  rest_ecg_normal  \\\n",
       "286                                      0                0   \n",
       "102                                      0                0   \n",
       "242                                      0                1   \n",
       "65                                       0                0   \n",
       "35                                       0                1   \n",
       "\n",
       "     exercise_induced_angina_yes  st_slope_flat  st_slope_upsloping  \\\n",
       "286                            0              1                   0   \n",
       "102                            0              1                   0   \n",
       "242                            0              0                   1   \n",
       "65                             0              1                   0   \n",
       "35                             1              0                   0   \n",
       "\n",
       "     thalassemia_fixed defect  thalassemia_normal  \\\n",
       "286                         1                   0   \n",
       "102                         1                   0   \n",
       "242                         0                   1   \n",
       "65                          1                   0   \n",
       "35                          1                   0   \n",
       "\n",
       "     thalassemia_reversable defect  \n",
       "286                              0  \n",
       "102                              0  \n",
       "242                              0  \n",
       "65                               0  \n",
       "35                               0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Falling back from v2 loop because of error: Failed to find data adapter that can handle input: <class 'pandas.core.frame.DataFrame'>, <class 'NoneType'>\n",
      "WARNING:tensorflow:From /homes/gws/psturm/miniconda3/lib/python3.7/site-packages/tensorflow_core/python/ops/math_grad.py:1424: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
      "WARNING:tensorflow:Falling back from v2 loop because of error: Failed to find data adapter that can handle input: <class 'pandas.core.frame.DataFrame'>, <class 'NoneType'>\n",
      "Train Loss: 0.3004, Train Accuracy: 0.8967, Train AUC: 0.9443\n",
      "WARNING:tensorflow:Falling back from v2 loop because of error: Failed to find data adapter that can handle input: <class 'pandas.core.frame.DataFrame'>, <class 'NoneType'>\n",
      "Test Loss: 0.4018, Test Accuracy: 0.8361, Test AUC: 0.9005\n"
     ]
    }
   ],
   "source": [
    "model = tf.keras.models.Sequential()\n",
    "model.add(tf.keras.layers.Dense(50, input_dim=X_train.shape[1], activation='relu'))\n",
    "model.add(tf.keras.layers.Dropout(0.25))\n",
    "model.add(tf.keras.layers.Dense(32, activation='relu'))\n",
    "model.add(tf.keras.layers.Dropout(0.25))\n",
    "model.add(tf.keras.layers.Dense(1, activation='sigmoid'))\n",
    "\n",
    "model.compile(loss=tf.keras.losses.BinaryCrossentropy(),\n",
    "              optimizer=tf.keras.optimizers.RMSprop(),\n",
    "              metrics=[tf.keras.metrics.BinaryAccuracy(), tf.keras.metrics.AUC()])\n",
    "\n",
    "history = model.fit(X_train, y_train, epochs=50, batch_size=128, verbose=0)\n",
    "score = model.evaluate(X_train, y_train, batch_size=128, verbose=0)\n",
    "print('Train Loss: {:.4f}, Train Accuracy: {:.4f}, Train AUC: {:.4f}'.format(score[0], score[1], score[2]))\n",
    "score = model.evaluate(X_test, y_test, batch_size=128, verbose=0)\n",
    "print('Test Loss: {:.4f}, Test Accuracy: {:.4f}, Test AUC: {:.4f}'.format(score[0], score[1], score[2]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_labels = []\n",
    "for i in range(0, len(X_test), 128):\n",
    "    pred_labels.append(model.predict(X_test[i:i+128].values))\n",
    "pred_labels = np.concatenate(pred_labels, axis=0)\n",
    "pred_labels = np.squeeze(pred_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sensitivity: 0.8571, Specificity: 0.8077\n"
     ]
    }
   ],
   "source": [
    "mat = confusion_matrix(y_test, (pred_labels > 0.5).astype(int))\n",
    "total = np.sum(mat)\n",
    "\n",
    "sensitivity = mat[0, 0] / (mat[0, 0] + mat[1, 0])\n",
    "specificity = mat[1, 1] / (mat[1, 1] + mat[0, 1])\n",
    "print('Sensitivity: {:.4f}, Specificity: {:.4f}'.format(sensitivity, specificity))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fpr, tpr, thresholds = roc_curve(y_test, pred_labels)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(fpr, tpr)\n",
    "ax.plot([0, 1], [0, 1], transform=ax.transAxes, ls=\"--\", c=\".3\")\n",
    "plt.xlim([0.0, 1.0])\n",
    "plt.ylim([0.0, 1.0])\n",
    "plt.rcParams['font.size'] = 12\n",
    "plt.title('ROC curve for diabetes classifier')\n",
    "plt.xlabel('False Positive Rate (1 - Specificity)')\n",
    "plt.ylabel('True Positive Rate (Sensitivity)')\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    sample_shap = np.load('sample_shap.npy')\n",
    "except FileNotFoundError:\n",
    "    model_func = lambda x: model(x).numpy()\n",
    "    sample_explainer = shap.SamplingExplainer(model_func, X_train)\n",
    "    sample_shap      = sample_explainer.shap_values(X_test)\n",
    "    np.save('sample_shap.npy', sample_shap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    primal_effects = np.load('primal_effects.npy')\n",
    "except FileNotFoundError:\n",
    "    primal_explainer = MarginalExplainer(model, X_train.values, X_train.shape[0])\n",
    "    primal_effects   = primal_explainer.explain(X_test.values, batch_size=128, verbose=True)\n",
    "    np.save('primal_effects.npy', primal_effects)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "interaction_effects = sample_shap - primal_effects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x655.2 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary_plot(sample_shap, X_test, xlim=(-0.4, 0.3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x655.2 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary_plot(primal_effects, X_test, xlim=(-0.4, 0.3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x655.2 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary_plot(interaction_effects, X_test, xlim=(-0.4, 0.3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-d0c7645a6560d5e566734f42630c1183"
       },
       "datasets": {
        "data-d0c7645a6560d5e566734f42630c1183": [
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "age",
          "Feature Value": 1.063361044062727,
          "Sampled SHAP Value": 0.0036774627433335486
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "resting_blood_pressure",
          "Feature Value": -0.3457670851125652,
          "Sampled SHAP Value": 0.007871485938710615
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "cholesterol",
          "Feature Value": 1.1690533154504168,
          "Sampled SHAP Value": -0.04283466812007684
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "max_heart_rate_achieved",
          "Feature Value": -0.8554119067126766,
          "Sampled SHAP Value": -0.05762919906742316
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "st_depression",
          "Feature Value": 0.7085809809762105,
          "Sampled SHAP Value": -0.05656554482199929
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "num_major_vessels",
          "Feature Value": 0,
          "Sampled SHAP Value": 0.06837103977676265
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "sex_male",
          "Feature Value": 1,
          "Sampled SHAP Value": -0.026248395935563017
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "chest_pain_type_atypical angina",
          "Feature Value": 1,
          "Sampled SHAP Value": 0.06681313002405088
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "chest_pain_type_non-anginal pain",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.008246997171197055
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "chest_pain_type_typical angina",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.012845866936297455
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "fasting_blood_sugar_lower than 120mg/ml",
          "Feature Value": 1,
          "Sampled SHAP Value": 0.005146499507683368
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "rest_ecg_left ventricular hypertrophy",
          "Feature Value": 0,
          "Sampled SHAP Value": 0.00035057383135330577
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "rest_ecg_normal",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.004474198522646565
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "exercise_induced_angina_yes",
          "Feature Value": 1,
          "Sampled SHAP Value": -0.022341231669276214
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "st_slope_flat",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.022886670325413222
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "st_slope_upsloping",
          "Feature Value": 1,
          "Sampled SHAP Value": -0.02338652177290483
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "thalassemia_fixed defect",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.05061313534571119
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "thalassemia_normal",
          "Feature Value": 0,
          "Sampled SHAP Value": 0.001782945364959969
         },
         {
          "Effect Type": "Primal Main Effect",
          "Feature": "thalassemia_reversable defect",
          "Feature Value": 1,
          "Sampled SHAP Value": -0.03855884961845461
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "age",
          "Feature Value": 1.063361044062727,
          "Sampled SHAP Value": 0.021156647825149734
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "resting_blood_pressure",
          "Feature Value": -0.3457670851125652,
          "Sampled SHAP Value": 0.0012486176209205568
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "cholesterol",
          "Feature Value": 1.1690533154504168,
          "Sampled SHAP Value": 0.002546455242346944
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "max_heart_rate_achieved",
          "Feature Value": -0.8554119067126766,
          "Sampled SHAP Value": -0.02568885993055376
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "st_depression",
          "Feature Value": 0.7085809809762105,
          "Sampled SHAP Value": -0.05134322706493539
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "num_major_vessels",
          "Feature Value": 0,
          "Sampled SHAP Value": 0.0029410768836120177
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "sex_male",
          "Feature Value": 1,
          "Sampled SHAP Value": -0.015050260270195195
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "chest_pain_type_atypical angina",
          "Feature Value": 1,
          "Sampled SHAP Value": 0.022253816305014718
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "chest_pain_type_non-anginal pain",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.0009796489840147842
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "chest_pain_type_typical angina",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.007396629243794322
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "fasting_blood_sugar_lower than 120mg/ml",
          "Feature Value": 1,
          "Sampled SHAP Value": -0.005711996535720115
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "rest_ecg_left ventricular hypertrophy",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.00035057383135330577
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "rest_ecg_normal",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.0017039866437882278
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "exercise_induced_angina_yes",
          "Feature Value": 1,
          "Sampled SHAP Value": -0.020229713444031037
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "st_slope_flat",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.009967455390041173
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "st_slope_upsloping",
          "Feature Value": 1,
          "Sampled SHAP Value": -0.01733578693041061
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "thalassemia_fixed defect",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.027093318559734965
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "thalassemia_normal",
          "Feature Value": 0,
          "Sampled SHAP Value": -0.00016328840597433416
         },
         {
          "Effect Type": "Interaction Effect",
          "Feature": "thalassemia_reversable defect",
          "Feature Value": 1,
          "Sampled SHAP Value": -0.010994977207501068
         }
        ]
       },
       "hconcat": [
        {
         "encoding": {
          "color": {
           "field": "Feature Value",
           "scale": {
            "scheme": "viridis"
           },
           "type": "quantitative"
          },
          "x": {
           "aggregate": "sum",
           "field": "Sampled SHAP Value",
           "type": "quantitative"
          },
          "y": {
           "field": "Feature",
           "sort": {
            "field": "Sampled SHAP Value",
            "order": "descending"
           },
           "type": "nominal"
          }
         },
         "mark": "bar",
         "transform": [
          {
           "sort": [
            {
             "field": "sum(Sampled SHAP Value)",
             "order": "descending"
            }
           ],
           "window": [
            {
             "as": "rank",
             "field": "sum(Sampled SHAP Value)",
             "op": "rank"
            }
           ]
          }
         ]
        },
        {
         "encoding": {
          "color": {
           "field": "Effect Type",
           "scale": {
            "scheme": "dark2"
           },
           "type": "nominal"
          },
          "x": {
           "aggregate": "sum",
           "field": "Sampled SHAP Value",
           "type": "quantitative"
          },
          "y": {
           "field": "Feature",
           "sort": {
            "field": "Sampled SHAP Value",
            "order": "descending"
           },
           "type": "nominal"
          }
         },
         "mark": "bar",
         "transform": [
          {
           "sort": [
            {
             "field": "sum(Sampled SHAP Value)",
             "order": "descending"
            }
           ],
           "window": [
            {
             "as": "rank",
             "field": "sum(Sampled SHAP Value)",
             "op": "rank"
            }
           ]
          }
         ]
        }
       ]
      },
      "image/png": "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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "patient_index = 2\n",
    "ind_df = pd.DataFrame({\n",
    "    'Primal Main Effect': primal_effects[patient_index],\n",
    "    'Interaction Effect': sample_shap[patient_index] - primal_effects[patient_index],\n",
    "    'Feature': X_test.columns,\n",
    "    'Feature Value': X_test.loc[X_test.index[patient_index]]\n",
    "})\n",
    "\n",
    "melted_df = pd.melt(ind_df, id_vars=['Feature', 'Feature Value'], value_name='Sampled SHAP Value', var_name='Effect Type')\n",
    "\n",
    "base = alt.Chart(melted_df).mark_bar().encode(\n",
    "    alt.X('sum(Sampled SHAP Value):Q'),\n",
    "    alt.Y('Feature:N', sort=alt.EncodingSortField(\n",
    "            field=\"Sampled SHAP Value\",\n",
    "            order=\"descending\" \n",
    "        ))\n",
    ")\n",
    "\n",
    "base_descending = base.transform_window(\n",
    "    rank='rank(sum(Sampled SHAP Value))',\n",
    "    sort=[alt.SortField('sum(Sampled SHAP Value)', order='descending')]\n",
    ")\n",
    "\n",
    "base_ascending = base.transform_window(\n",
    "    rank='rank(sum(Sampled SHAP Value))',\n",
    "    sort=[alt.SortField('sum(Sampled SHAP Value)', order='ascending')]\n",
    ")\n",
    "\n",
    "(base_descending.encode(\n",
    "    alt.Color('Feature Value:Q', scale=alt.Scale(scheme='viridis'))\n",
    "))  | base_descending.encode(\n",
    "    alt.Color('Effect Type:N', scale=alt.Scale(scheme='dark2'))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature = 'max_heart_rate_achieved'\n",
    "interaction_feature = 'st_depression'\n",
    "shap.dependence_plot(feature, sample_shap, X_test, interaction_index=interaction_feature)\n",
    "shap.dependence_plot(feature, primal_effects, X_test, interaction_index=interaction_feature)\n",
    "shap.dependence_plot(feature, interaction_effects, X_test, interaction_index=interaction_feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature = 'sex_male'\n",
    "interaction_feature = 'age'\n",
    "shap.dependence_plot(feature, sample_shap, X_test, interaction_index=interaction_feature)\n",
    "shap.dependence_plot(feature, primal_effects, X_test, interaction_index=interaction_feature)\n",
    "shap.dependence_plot(feature, interaction_effects, X_test, interaction_index=interaction_feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAFACAYAAABQsW5nAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd5xcVf3/8ddnS3rvJCQkIQkgPRwERJCiKCiKIlIXRCGgIupPFL+iEVAUxUZTDChCQJRmsAACShfQYwhVJCEhvZPednfm/P64k83sZnZmdnZ2Z+/M+/l43MfeufecO58dyHz23HuKhRAQERGR8lJV6gBERESk+JTgRUREypASvIiISBlSghcRESlDSvAiIiJlSAleRESkDNWUOoBy9sUvfjFcf/31pQ5DRCRurPhX/ETzMeHh/uK/RxejFnwHWrt2balDEBGRCqUWvIiIVICyb7DvRAleREQqgBK8iIhIGVKCFxERKUOVl+DVyU5ERKQMqQUvIiIVoPJa8GWT4J1zk4DbgMHAauBs7/3sFmWqgeuADwEBuNp7f0vq3HHA94F9geu995ek1bsc+DywJHXoWe/9Fzr0FxIRkSJSgo+zm4Abvfd3OOfOAn4FHNOizJnABGAi0R8CLzrnHvPevw3MBc4DPgn0yHD929OTvoiIxEnlJfiyeAbvnBsGTAbuSh26C5jsnBvaouipwM3e+6T3fiUwAzgFwHs/x3s/C2jspLBFRKTTWIut/JVFggdGA4u99wmA1M8lqePpxgDz014vyFCmNac55152zj3inDusvQGLiEhnUoKXzG4Cxnnv9wOuAR5wzg3OVNA5N8U5551zfs2aNZ0apIiItEYJPq4WAqNSnei2d6YbmTqebgGwW9rrMRnK7MR7v8x735DafzRVZ59Wyk7z3jvvvRs4cGCbfxERESm+gDXbKkFZJHjv/QpgFnB66tDpwIup5+zp7gHOd85VpZ7PnwTcm+v6zrlRafsHAGOB/xUhdBERkQ5RTr3oLwRuc85NBdYAZwM45x4EpnrvPTAdOATYPnzuSu/9vFS59wK/B/oB5pw7Dfis9/5vwPedcwcBCaAeqPPeL+u8X01ERNqnMlrt6SyEkLuUFKSuri5Mnz691GGIiMRN0bNx0s5pluyqwm1ln/HLqQUvIiLSirLP5zspi2fwIiIi0pxa8CIiUgEqrwWvBC8iImWvUobGpVOCFxGRCqAELyIiUnYqcbyYEryIiFQAteBFRETKjp7Bi4iIlCUleBERkbKjFryIiEhZUoIXEREpO5XYgtdUtSIiImVICV5ERMpewJptuZjZj81snpkFM9unlTLVZnajmb1lZnPM7LyiB94OSvAiIlIBrMWW0wzgSGB+ljJnAhOAicBhwOVmNrY9URaTEryIiJS9trbgQwjPhBAW5ih2KnBzCCEZQlhJ9EfBKUUItyiU4EVEpAI0b8Gb2RQz82nblAIuOobmLfwFwOgiBFsU6kUvIiJlr2WrPYQwDZhWmmg6h1rwIiIihVkA7Jb2egyQ67Z+p1GCFxERKcw9wPlmVmVmQ4GTgHtLHFMTJXgRESl7BQyTu87MFgG7Ao+Z2Wup4w+amUsVmw7MBWYDzwNXhhDmdcxv0HZ6Bi8iIhWgbTPZhRAuBi7OcPyEtP0E8Ll2h9ZBlOBFRKTsVeJUtUrwIiJS9ioxwesZvIiISBlSC15ERMpeJbbgleBFRKQCKMGLiIiUHbXgRUREypASvIiISFlSghcRESk7odQBlEDZJHjn3CTgNmAwsBo423s/u0WZauA64ENE/72v9t7fkjp3HPB9YF/geu/9JfnUExGRrq8Sb9GX0zj4m4AbvfeTgBuBX2UocyYwAZgIHAZc7pwbmzo3FzgPuKaN9UREpMuzFlv5K4sE75wbBkwG7koduguY7Jwb2qLoqcDN3vuk934lMAM4BcB7P8d7PwtozPAWrdYTEZGur62LzZSDskjwwGhgsfc+AZD6uSR1PN0YYH7a6wUZymRSaD0REekCKjHBl80z+K7COTcFmAIwYsSIEkcjIiKVqlxa8AuBUanOcNs7xY1MHU+3ANgt7fWYDGUyybue936a9955793AgQPzDF9ERKS4yiLBe+9XALOA01OHTgdeTD0vT3cPcL5zrir1fP4k4N483qLQeiIi0gXoFn28XQjc5pybCqwBzgZwzj0ITPXee2A6cAiwffjcld77ealy7wV+D/QDzDl3GvBZ7/3fstUTEZGuL05J3cym5lMuhHBl1uuEUInD/ztHXV1dmD59eqnDEBGJm6Jn4xU2tVmyGxau7LIZ38weTX8JHAksI+rsvRswAngyhPCBbNcppxa8iIhIRnFqyqYnbjP7KfAP4Ach1SI3s/8DhuS6jhK8iIiUvTjdom/hbGBEaH67/RqiFv1Xs1Usi052IiIi2cS4k90WYJ8Wx/YFtuaqqBa8iIhUgFgl9XS/AB42s18BbwNjieZauT5XRSV4EREpezFrtTcJIfzAzBYBdURTpC8GLg0h3J6rrhK8iIiUvTh1smsphDCdaLh2myjBi4hI2YtrCx7AzMYDpwEjQwgXmdkkoDaE8Fq2eupkJyIiFSCey8Wa2QeAl4BDSU3gBgwFfpyrrhK8iIiUvRj3or8aOCWE8FEgkTo2k2iJ9KyU4EVEpOyFFluM7B5CeDi1HwBCCFuA2lwVleBFRKTsxbgFv9DMmo2DN7P9iYbMZaUELyIiZS/GCf464H4zOwuoNrOTgTuAn+WqqF70IiKSl0feSrKxIXDixCpqq2OVJGMrhHCzmQFcClQDVwA/Tw2dy0oJXkREcvq/fzRy9T+jPl4nTKjir6flfATcxcT3D5IQws3AzW2tp1v0IiKS012vJZr2H5yTZMO2eHVVK6STnZlNMrPnzOzN1M+JGcpcbmYrzGxWaruxmHGb2a/N7D2F1FWCFxGRnCaP2JEuJg4y+nQrYTAFKPAZ/E3AjSGEScCNwK9aKXd7COGA1PaFYsSbphr4m5m9YWaXmtku+VZUghcRkZxu/1gNU4+o5iuHVPOPs2pJPReOjbYmeDMbRjTW/K7UobuAyWY2tAPD3EkI4dPACOBHwIeB+Wb2FzP7eK66SvAiIpJTn27GFe+r4acfqGHXfvFK7lBQC340sDiEkABI/VySOt7SaWb2spk9YmaHFS/qSAhhUwjhNyGEI4G9iDoU3JurnhK8iIiUvZbP4M1sipn5tG1KgZe+CRgXQtgPuAZ4wMwGFyfqHcxsiJl9GbgPOIoddxZapV70IiJSAZq32kMI04BpWSosBEaZWXUIIWFm1cDI1PH06yxL23/UzBYC+wBPFiVqs48CnwZOAF4kWh/+9yGE9bnqqgUvIiJlr6236EMIK4BZwOmpQ6cDL4YQVqaXM7NRafsHAGOB/xUrbqI7BLOBA0IIh4UQpuWT3EEteBERqQAFzl53IXCbmU0F1pBazc3MHgSmhhA88H0zO4hoIZh6oC69VV8Eo7f3A2grJXgRESl7hYzaDyG8ARyS4fgJafvntCeuPGJImNl7if642CWEcGLqD4reIYSnstXVLXoRESl7cZ2L3szOAP4EbAWOTB0OwJW56irBi4hI2YtrggcuA44LIVwMJFPHXgX2zlVRt+hFRKTsxWti3WZGpp71w45fo5Fohrus1IIXEZGyF+MW/FsZ5qJ/D3n01FcLXkREyl7Mknq67xFNnnMtUGtmXwW+Apyfq6ISvIiIlL243qIPIcwws03AxcB84Bjg3BDCo7nqKsGLiEjZi3ELnlQyz5nQW1KCl9zeXgFrN8H+YyFmK0iJSG4b1jdy7+0r2bAhwfEnDWLiXr1KHVJFM7MR2yfLMbORrZULISzJdh0l+Eo3dzksXQOHTISaDJ0ypz8B594AiSSccQTc+ZVOD1FEOtadN69g1r83AjD3za1c/Yvx9OhZXn2wY9aCfxPol9pfxM5PGCx1LGtP+pwJ3jlXQzTB/cHe+61tj7NzOOcmAbcBg4HVwNne+9ktylQD1wEfIvpwrvbe35LHucuBzxMtFQjwrPf+Cx39O3W4+56H034OjQl4/77w8GVQ3eL/l5/+OUruAL97Gq45B0YO6vxYRaTDvLO6oWl/65YkmzclCk7wjUs3QjJQM6pvscIripg9g08f4z6u0Ivk/C/ovW8EBtD1P5+bgBu995OAG4FfZShzJjABmAgcBlzunBubxzmA2733B6S2+Cd3gF/8LUruAI+9Aq8v2rnM2KE79vv3ijYRKSsf+MhAqlJ/2x98eF8GDakt6Dprr/sPb4/6JW+Pvok11/yriBG2X5yGyYUQFqbtz29ty3WdfG/RXwtc5Zz7RirhdynOuWHAZOADqUN3ATc454Z679NX/jkVuNl7nwRWOudmAKcQreGb7Vx52n04/OPVaL93dxgxYOcy0z4H/XvDqvXwzZOhd4/OjVFEOtzB7+nH7pN6snlTklFjuhV8nXe+82xTU/Cdqc8y8GvvLlKExdC1k3o2ZnYY4IBmt0VCCN/PVi/fBH8B0RJ4n3POLWXHdHmkWsylNhpY7L1PAHjvE865Janj6Ql+DNEwg+0WpMrkOgdwmnPuOGAZ8B3v/XOZAnHOTQGmAIwYMaLgX6hT/PQc6NkNFq6GL50AQ/vvXGZof/jtFzs/NhHJKSxfz9bTbyf8bwU1nzucbt/64E5lksnAr2cmWLAu8OkDq9l9UOYbt4OG1DJoSPviqR7em+TabdH+iN7tu1iRdfVWe2vM7HLgm0RL125KOxWAoiT47xUUWfm4CbjKe9/gnPsA8IBzbi/v/eqWBb3304BpAHV1dV37sUafnnDtZ0odhYgUqH7qQyQfj7oaNXz7QapPeBfVk0c3K3PFE41c+UR04/WW/zTyxsU96N+jY5LdiHs+yqqv/AOSMOQnR3XIexSqa38ZZ3UhcEQI4YW2VswrwXvvb2tzSJ1rITDKOVedar1XAyNTx9MtAHYD/p16nd5qb/Wc975pbV/v/aPOuYXAPsCTHfC7iIjkZ0tD89eb63cq8uyCphuuLNsIc9cEDtylYxJ8932HMuqxUzvk2u0V1xY80bOFf+cslUHe3SSdcwc7537pnPtL6ufBhbxhR/DeryC6fXF66tDpwIstnr8D3AOc75yrcs4NBU4C7s11zjk3avsFnHMHED2uyDkPsIhIR6r99nHY2GhUS825h1B1+Pidypy4x46RMRMHG3sMjm2ia5fQYouRW4DPFlIxrxa8c+4koo5rfyQaMjceeNI5d6b3/o+FvHEHuBC4zTk3FVgDnA3gnHsQmOq998B04BBg+/C5K73381L72c593zl3EJAA6oG69Fa9iEgpVE0cRq953yFsa8S6Z/46/9JhNewxxFiwLvCJvarp1a0yE3wyRi14M3uUHX+HVAFfM7OLgaXp5UIIx2W9Tgi5/5Zxzr0IXOa9fzDt2PFEY8X3b2PsFaOuri5Mnz691GGIiMRN0bPxczatWbI7LEzpshnfzL6TT7kQwhXZzufbyW4s8HCLY38jatWLiIh0aXG6LZ8rcecr32fw84H3tzh2LFHHNClny9fBGTfAB6+Gp/5b6mhEysLG+sAJd9bT/+qtnHV/PY3JOKWfeIrTRDfpzOzzZnZQi2POzC7MVTffFvx3iYaG3QvMI2rRnwyc08ZYJW7OvwX+PDPaf34OLLlBk92I5CGZDFRVZU4kN/wrwUNzot7td76S5PgJSc7cL+u04tJOcUrqLVwKHNji2DyiTuA3ZauYVwvee38fUYt9M9FsOluAD3jv781aUeJvYdpQ//VbYN2W0sVSColEqSOQmKnfluTnVy3iC2fO5idXLGTr1uROZRItDiXUgO9wMe5FPyCE8E6LY+8QrbuSVasJ3jl3X9r+ud77f3rvL/Den5D6+c/C45XY+PpHdqwyd84RMHJgaePpLMkknH0t1H4K9vkSLFpV6ogkJp57cj1vvLKZEGD2f7fwzN/X7VTmondXc8QYo6YKPrZHFaftU14rt3VFcb1FD8xPTVWb7hDyeESe7Rb9sWn71wK3FhCYxN3p74Ej9oha7nvvWupoOs9jL8P01DxGry2Eq/8IN5xf2pgkFqprmiePmpqdk0n/HsZT53YnhIBZrJJNbMUsqae7AbjHzL5HNIx7ItHUtT/IVTFbgn/NOXcX8ArQzTn3zUyFvPdZ58KVrits3saM7z3PwrVJTv3UGIYftXvmgrsOhgrK7QDUtnge2i3f7ipS6Q47sh9vvLqZ/768iUnv6sXhx/RrtaySu+QSQphmZtXAF4n6v70NXB1C+GWuutm+tc4CvgEcTbSo/AcylMk52b10XT+a+iLf6HsIDIfrZqzkpT030HtE11rDuWSO3he++lG47QnYd0y0kp5IHqprjPMu3qXUYUgLMXvu3kwqmedM6C21muBTs7hdAOCcm+W9P7rw8KQrejixo4/GWwOHMmf2avZXgt/hx5+ONhGJvRjfogfAzHoAQ0mbBCiEkPU5fL696A9oX2hSTCGZpOHHf6f+rNtI/OXVgq9z5Pgdf9/tunU94w8aXozwSm7dgk288LPXefXOuSTVPVlEiG8vejMbb2b/JFoq9m2iIXLbt6z0YDGGEtc/RePXZkT7f5hJ9xcvpWqfkW2+zuUXjWXcw6tZuGwbZ394KH17xf9/h/pNDfzprKfZvDJak3rj0i0cesneJY5KREotxi34G4hWRp0CPAMcDlwJ/DlXxfh/o1eg5Otp69w0JglvroACEryZ8enjh7Q7nsTaraz5/vOEzY0M+NrB1O7Wv93XLNTGxVuakjvA8llrShaLiHQdMU7whwBjQwgbzIwQwmtmdgHRcuW/zVZRgy9jqPpMBz1qAbDxQ6g6amJJ41l+1l9Ze82/WXfjiyx5/90ljaXfbr0ZOGFHP4Jx7x9RwmhEpKtItthiJEk0uRzARjMbQDTRzZhcFdWCj6HqIyfQ/bVvEv63nKrDxmEDepU0nvqXVzbtN8xZS3JzA1W9aksSS033aj525xHMe3QJvUf0ZPThw0oShxRRYwIeewkG9oFDJpU6Gomp0Mq0wTHwGtFt+SeBF4CfET2PL84zeOdcNfB/RHPPD/Pe93fOfRAY573POheudIyq8UNgfPtvrxdD37q9WfP95wHo/YmJJUvu23XvV8ueJ+9W0hikSEKAj/0AHkyth3DN2XDJSaWNSWIpxDa/czE7+gV+jWj++X6kRrllk+8t+u8CHyWa9H77G72ZzxtI+Rt81RGMeuI0dvnryYy4+6OlDkfKyYp1O5I7wK2Ply4WibVQZc22fJjZJDN7zszeTP3c6XmomVWb2Y1m9paZzTGz84oadwgvhxBeSe3PDSEcF0I4NITwXFoM38hUN98EfwbwMe/9/ex4fPE20aw6IvR832h6nzAeq1a3Dimigb1h5KAdr/cZXbpYJNZCVfMtTzcBN4YQJgE3Ar/KUOZMYALRFLKHAZeb2dh2B9w2GWeazffX7AWsaHGsG7C1PRGJiGTVrRb+fjl89lj42klw8+dLHZHEVKi2ZlsuZjYMmAzclTp0FzDZzIa2KHoqcHMIIRlCWAnMAE4pYuj5yPgL5dvJbiZwLnBL2rEzgH+1MyhpKQT4/n3w3P/gY++G8zPNECxSQfbcFW75QqmjkJhLtrgtb2ZTiMaWbzcthDAt7fVoYHEIIQEQQkiY2ZLU8ZVp5cYA89NeL0iV6UwZ5+7JN8FfAjzhnDsN6OWc+zPRuvCavrbYfv0YfOt30f5f/wO7j4Bj9i1tTCIiMdfytnwqmU/LWLhM5DtV7avAXsBDRK34p4ADvPdvdGBslWnu8havl+1cZvO2aK3y/b4CP/pj58RVZl67ez6///gTPPSlf7N1bX2pwxGRDlZAJ7uFwKjUSm6kfo5MHU+3AEgftjMmQ5mSyHscvPd+JfCTDoxFAOqOgmmPwuoNMH54dJu+pavv37FW+aXT4T17wnv36tQw42zN3A08ddUrEGDNWxt5YfAbvG/qfqUOS0Q6UFuHyYUQVpjZLOB04I7UzxdTz9nT3QOcb2b3A4OBk4Aj2h1w2xT+DL61teBB68EX3V67whvXw5tLYN/doG/Pncus3pD9tWS1bUNjsydWW9c1lC4YEekUBU50cyFwm5lNBdYAZwOY2YPA1BCCB6YTTSc7O1XnyhBCzklo2srMDBgRQlia4fTxmerk24Jv2dNrJDCOaOJ7JfhiG9Iv2lrzpY/AA/+Cxe9Ez+ePP7DzYisDw/cbwIT3DmHNn+YTBvdg8nkTSh2SiHRBIYQ3iJJ3y+MnpO0ngM91VAxm1ge4lmg4XgLobWYnAfuHEK5IxfBMprp5JfhMa8E75y4iWptWOtukkfDWL2HVethlIFRp7HlbJDc0MOzht+i/eAMsBv61DPYq3QI50nUkE4GNCzfRc2gPantrJu9ykozvTHY/AYYTTVf7WOrYv4ka11dkq9iezPBLotsXUgrda2HUYCX3AmyatYpt83Y81ljzx6LfTZMYSmxL8MgZT/LHox/mviMfZM0b60odkhRRITPZdREfAc4MIfyH1MPFEMJiojvpWbUnO+xPKw/2RbqynnsMoHpAt6bXfQ4dXsJopKtY+uwKlv9rFQDb3qnnv7+dU+KIpJiCNd9ipIodq8kBTbftN+aqmG8nu0dpPpC+N9EMPz/NP0aRrqF2eC/2eupjrL5jNt0n9GPoeRqBINBjSPdmr3sO7d5KSYmjYPHK6mmeIVrsLf12/BeBnAsz5PuQqeUD/A3AN733T+ZZH+dcf+DDwK7e+x8550YAVd77JfleQ6RYeu07mF4/HFzqMKQLGbLfIA757oG8dd98Bu7Rn32/oD/8ykmMn8H/P+AfZnYW0MfMXiGaKv6YXBXz7WSX9UF+Ls65g4CHgaVEve9/BOxHtBrdye25tohIsex51u7sedbupQ5DOkDMnrs3CSEsNLN9iJ7FjyOaFvcvIYQt2WtmSfDOuZwP8AHybIH/HPi69/5W59ya1LF/Arfm8x4ibVG/aCOrbn+T2lG9GXL2JCy+t+YkphqTgaUbYURvqM1jYRPpeDF77t7EzOpCCNOB+1ocPzOEcGe2utla8ItoZQL77ddPna/OI8a9gd+m9gOA936jc653HnXz4pybBNxGNJPQauBs7/3sFmWqgeuAD6XiuNp7f0t7zknXktjUwOuHz6B+QdT/ZNtb69n1yoNLHFXnWfT8Kta+vZGxRw+nz/AMkyRJh3tnS+B9f0jw6irYcxA8dVo1Q3vFNLuUkRg/g7+RaDKdlq4Hsib4bL3oxwHjs2zbz+djJdH8vE2ccxOIRiEXy03Ajd77Nq3b65wb285z0oVsm7ehKbkDbHiicrp4vPHAQv485Xme/v6r3H/mM2xdpzn2S+GO/wZejTrj88Y7cOur2dpJ0lmS1nyLkZ2iTa0335irYqsteO/9/NbOFeA24PfOua8Blnom/xPg5mJc3Dm3fd3e7TPu3QXc4JwbmppDf7tTgZu990lgpXNu+7q917TjnHQhPXbvR/cJ/dg2Zz0A/T+4a4kj6jzzn1rRtL9pxTZW/Xc9ux46pIQRVabBPZq/HqIbKV1C3FrwZtZA6i65mbX8a72aaC6arPKeqsk5tydwFNHsdU2flPf+yjyq/5BoaN2DQB+i7v3XEt32LobRwGLvfSIVU8I519Z1ews9J11IVc8a3vXsx1n9+zl027U3gz6R702m+NvlwIHMfTSaprp7v1oGTehT4ogq0xl7GbNWGI/MDxw92vj0PvFKLOUqhs/g30+Uax+k+VzzSWBZCGF2xlpp8h0HfzrRM/SXiXq/v0w00c1T+dRPJd7LgMucc0O896vyqRdHzrkpwBSAESNGlDiaylQ7rCcjLt631GF0uv3OGk+Pgd1Y+/YmJh4/kl5DeuSuJEVnZlxzVLVu73UxyZi14EMITwKY2e6tLDCTU74z2V0G1HnvDwY2p35eCMxs6xt2UHJfCIxKdYbb3imurev2FnquGe/9NO+98967gQMHFvCriBRu0od35d1f2IOB4/uWOhSRLiWuM9mFEJaa2WAz+5CZ1ZnZ2du3XHXzvUU/hmjN23S3EyW5r+eq7JxLkrlHfj3Rre/fEfVML6hXkPd+hXNup3V7Wzx/h9S6vc65TOv2FnpOupjF65JM/089o/pXcdbkWg2TE5HYPYPfzszeTzRErh4YAKxN/ZxHlIdblW+CXwv0T/1c7pzbi2goWr7D3L4MnA/8jCih7wZ8KRXcRuBrqWtdmuf1MrkQuM0512zdXufcg8BU733GdXu999tXGin0nHQhm7YFDr9hA/PXRH9PzlnVnSs+WFgvp/p3trH6uRX0mdiPvpO02pxInMU1wQNXE60x/xMzWxNCGJpan744c9ETLVH3caKJae5OvW4AHsqz/rnAid77t7cfcM49DtzvvT/QOfcc8ADtSPDe+4zr9nrvT0jbb3Xd3kLPSdcy751kU3IHeHxOI1d8sO3XqX9nG08d9TCb52/Eaqs49J6jGHr0LkWMVDrbmjfW8db98+k7tg+TTh+nOzsVJk635VuYSDRZHOzo4P5DogZn1vVg8p2q9jNpL78DvAH0Ixr+lo/xQMsByUuA3VPXf9k5p7Xly1hIBjbNmA0h0PukiVh1xyxzO35wFbsPruKt1UkAjtujtqDrrH5uBZvnR38gh4Yki++drwTfha17cilLfvoK3Ub2Yrer301N/27Nzm9ZtZWHT32C+vUNAGxbs439Cpxr/q0X1/O/F9ay6x692e9orWcgHW4z0D31c7WZjSG6S52zk1e+vejHeO8XAHjvA9Ez87Z4Efihc+4b3vttzrnuwA9Sx3HOjSe65S9lasW5D7Hh9tcA6HPGXoy48yMd8j69uhnPXtSHu16sZ9f+VXxy/265K2XQZ2I/rLaK0BD9odB37wHFDFOKqGH1Vl7/8MMkN0XzfiS3Jph46/ualVk/d0NTcgdY9dIaCrF0zmamf3s2yUR0l8jM2PeoQQVGLp0prnPRE03rfhJR3n0I+BOwDXguV8V8b9HPTd1S/zXwR+/9tjYGeD7wZ+BC59wKYBhRz/QTU+d3oX3P36WL23jvm037m+57M8cEi+0zvG8VXz6yfUPE+k7qz6H3HMXie+fTd+8BjP/cHkWKToqtYfA7bBYAACAASURBVMWWpuQOsHXu+p3KDNxrAH3G9Gbjgk0AjDkur6U2drJ07uam5A6wePYmJfiYiPEz+LPYMeLtEuCrQF/yWK493wQ/Efg0Uav7F8653wO/SXVcy8l7P9s5tzdwKDCKaIra59Mmpnk2zzgkprofPIKtTy5s2o+DoUfvotvyHWzr3+aw7suPYD1qGHDzR+iW3xpXzfTcYwADTxjNmgcXYjXGLhftvVOZbn1r+fD9x7Do8aX0HdOb4e8u7Ing+P370qtfDZvXN1JdY+x5mO7sxEUcW/BmVgP8mCipE0LYClyVd/0Q2jZPsnPuWOAcok53c733++dRx4DzgGPZeSa8nGvaxlVdXV2YPj3TGgGVJ7F2K2t/6iHAgK8cRPUgzd9Z6UIysGTAj9i8AYxAn3f1Z8RrhfVlDYkkG/0qaof1oMe4fkWOtLm1K7Yx/9WNjBjfi+Fj9f9xByl6Nr5pnz83S3YXvnpiLDK+ma0GhoS2JmvaMFVtmieIOtiNBo7Ms85VwGeIhpudCPwCqKPtz/IlpqoH9GDwle8tdRjSlSQDqzf2ZCtRP4n6BQkKvbdj1VX0PWRY8WLLYsCw7gw4pnunvJcUTxxb8Cl/Ak4G7m1rxby7Mjvn9nPO/Yyo9/u1wLNAvg8mzwA+6L3/GtCQ+nkSMLZt4YrETwiB9RsSJJNaVSxdSAa2hh2dILfWqDUsHSeYNdtipBa4w8weM7NbzGza9i1XxXx70b9IlMz/RDSBzKOpldXyNch7/1Jqv9E5V+29f945d3QbriESO5s2Jfnuj5Yzb349Y8fU8u1Lh9Ond3Wpw+oSqrpV0+uAwWyeFQ2g6XNkYR3fRPIRrGOG5naCBqIVUiFaRS7vL5B8b9HfDPzOe7+2jYFttzhtqN1c4Hjn3CqiwEXK1pPPbmTe/GgG5rcXNPD4U5s48fiOfUYcJ3s88hGWX/sK1qOaEV/er9ThSBmL6y36EMK5ucqY2ekhhLtaHs93optfFBJYml8CBxENjfsZMIOoE8V32nldkS6tV8/mrYZeveL5JdNRaof2ZNfvvbvUYUgFiNlt+bb6FTta+U0K6WTXZt7769L273LOPQ30SU0vK1K2jjy8N2/N28Yrr21l7716cPQRWqNdpCTKOr9n/u06JcG35L1fVIr3FelsVVXGZ8/uOtOZbmsMXP2vwIL1gc8dUIUbUR7fektmreGl382n99DuHPr5iXTrXZKvNunCyrwFn7EHr/4ViFSQS59Kcu3M6LvgvtkJ3jqvmsE94/3Ft3VdPX+6+D80bEoA0LAlwbFT9ylxVNLVxPUZfHvkTPDOuQnAvsBL3vu5HR+SiHSUV1ft2F+3DRZugMExH522eXV9U3IHWLtwcwmjka6qzFvwGWUdN+Cc+wTwX6LF5l93zp2QrbyIdG1n721ND+sOHgHv6sCnB/OXNPCta1dx2c9XMW9R5gEzK5fVc/tNy/jdr5ezfl1jxjJb1jXw7zsX8PKfljSbB367Abv1ZvQh0S9i1ca+J48u3i8hZSPG4+DzUdAz+G8B3ySaee6i1P6DxY1LRDrL2XtXsd9QY9GGwDFjjG7VHfdF971fvsPCZVHSXrJiNbd+f+d56q77wWJWLo+S//Il9Xzl282TczIRuPuiF1k1N1okZuXsjRz71UnNylRVGx+9bjJLX1lH78HdGDCmd8Exr90aeGZxYNJAY9KgsksCFS2uSd3M6kIIO815bmZnhhC2L9t1Qaa6uUb+jwN+4r3fRLRyzYR2RSoiJXfAMOMju1fRq7Zjv/BWr9tx2/yddTvPi9XYGJqSO8DSxfU7ldmytr4puQMsmJl5mdeqmipGHTiwXcl9zdaAuyPBiX9Msu9tCf4+vy1zecXb5uVb+McF/+ShUx5n8ZPLSh1Ohyh2C97MepnZH8xsjpm9YWYZ18A2s6PMbLOZzUptL7TxrW5s5fj123dCCBmnfc+V4Ku3z1jnvW8ACltcW0Qqzpkf6cv279HTP9x3p/M1NcZh79sx6c8Rx/bfqUzPAd0YOnHH0MKxB2demnXFdS/z0rBbef2Au9n6ZmHzcT29KPBWqmp9Au78b+VMLfzcZTNZ+MgSVvjVPPG556jfoDnI8nAJsD6EMIFojZVbzKy1cbCvhxAOSG2HtPF9dvprxMzGApmfaaXJdYu+m3Pum2mve7R4jff++3kEKCIV5uTj+nLEQT0JwPDBmb9qzr5wOO85qh81tca4CTv39quqNj51/QG8/tAyevSrZa/jhu9Upn7BBhZ++VkI0LhyK4u++k8m/Lnt3YUmDTRqq6Ah1XDfZ0g8b+kWYsvKrU37jVsSNGxsoFvf2hJGVHwdcIv+VKKVVQkhzDYzDxwP3FOMi5tZA9Hwt2oza3l7q5poArmsciX454EPpL1+ocXrACjBi8RE44rNLJ3yGA0LNjD4awfR//Q9O/T9hrWS2LczMybu1StrmR59a5n8qdY7zoVEaDYKONQXdmt9z8HGXz5Rxe/+G9h3iPHlgyonwe/3hT158osvkKxPMvG0cfTeJft/kzjqgAQ/Bpif9noB0SqrmUwys5lE07P/IoRwWx7Xfz9R6/1Boj8ctksCy0IIs3NdIOu/Pu/9UXkEISJZ1L+6kq3PLKLH4aPotm/nLGnamuX/7yk2PBCNdl189iP0OmIUtbvufPu8syQeeJmGi++FHrXU3nom1e8Z3+ZrdB/Xj12+41h61UxqR/Rk1NVtvQO6w3FjqzhubMHVY2vMcaM45bkP07Cxgb5jynO2xZbj4M1sCjAl7dC0EMK0tPMziZJ4JjvfSmrdTGB0CGGdmY0DHjOzxSGEx7LGG8KTZlYDXAm8EELYmq18JgVNdOOcM+AE4ALv/UcLuYZIJdg2aznLDptO2NoI3avZ5dk6uh/U9lXPQ0OCLf/3EIlZS+l25gF0P/fgguJpXLUl7UWSxNptJUvwIZmk/szbYFN097HhM3dS/ca3C7pWr3P2ZFv3HtQM70n3fbrOzIFx0mNQd3oMKt917lu24FPJvNUlV0MIk7Ndz8wWALsBK1OHxgCPZ7jO+rT9eWY2AzgcyJrgU+UbzewbIYSrc5XNpE0J3jk3EjgP+CywC3B3IW8qUim2Pvp2lNwBtiXY8ui8ghL81h8/xbafPA1A4z/eonqfEdQc3Pbx3kMuezdbnltKcn09/ev2osc+Q9p8jXyt2hT44TONhABff28Nw/q0uEUa2PHAG2Bbzj5DGdVvauBPdc+yZfU2ADYt38J7/m/fAqOWctUBt+jvIRqe5s1sInAwcHrLQma2C9Et9WBmg4DjiIag5+txM3tfCOHJtgaYz0x2RnT//4LUz1XAAOAg7/0rbX1DkUrS/dCRUGWQDGCp1wVILkjrGR4CyYXroIAE3/uIUUxafB6JdfXUjurYW7Efv6ueZxZECfzp+QleuKBHs/NWXUXtLz5Fwxfuhu411N5wSkHvs3HJlqbkDrDytXWFBy1lqwMS/DXAb81sDpAApoQQNgCY2ZXAkhDCTcDJwOdSneZqgNtCCA+04X3eBh4ws3tT+01/FYcQsvaBy5rgnXPfJmqtjyR60H8y8BCwEFjehgBFKlKPI0Yz/JFT2fr3+fQ4egw9j9qtoOt0v+AQGv7wEmHNFqoPHEntcRMzllvzyCK2/G8tg08aS/fRmRN4VZ9uVPXp+BGvLy5LMm7NeiAwq3rnIXAANZ89jOpPHwJVhhX4Bdx/tz4M3qs/q/8bJfbxH9ylwIilnBU7wYcQNgEZ/yoNIUxN278BuKEdb3UA8CKwe2prujQ5OrnnasFfAawGTvLeN81g55wrLEyRCtTz2LH0PHZsu65Rc8BI+s35Osn5a6h+13Cs+87/dJf/5n/M+exTACz6wUsc+MrJ1A7usVO5zvL/ls9j7D/mADD3yN2BvTOWs+pc03FkV92tio9OP5z5jy+n97AejHx3xz12kPiK60x2IYSjC62bK8HXEfUy/LNz7mXgN8CdtLI0nYh0nKpBvaga1PrwpTUPLWzab1i6mU2zVjPg2FGdEVpGhz4wi9ELo9Vtdlm7AX6ZOcEXQ7fetUz8yK4ddn2Jv7gm+PbI+qez9/5O7/37gH2AJ4DvAIuBIYCa8SJdSL8jd3TeqxnUnV77DOzQ93t1ZeCFpa3/rT9y6Ts79pe902o5kc4QrPkWF2Y21MzuNLNlZpZI33LVzevemPf+v977rwCjiFr0zwN/cc79q32hi0ixjPziPky66xhGX3EQ+/7zo3Qb3nGTlfz439F87YfemeCzD2f+nqntvuNbtLpb5m/UkEiy9a9vsvXvWolaOlaMV5O7jij3fhbYBHwU+Cfw5VwV2zRMznu/DZgOTHfOvYvmkwSISIkNPW333IWK4PqZO4a3/ebVwPXHhp0Wr+kTNrMl1Ybokcg8BG7N6fez5Z7Xo/KXHEb/az6QsZxIe8Usqac7Btg3hLDCzJIhhL+a2SvAvaQtOJNJwb1bvPeve+9z/gUhIuVn4sAdX5aj+kDPDE2FvufuSy+20out9P30PjudD/WJpuQOsPkOjbqVjpM0a7bFSC07JtPZYma9QwgLgJzzTOcaJjebHB3qvPeTsp3vaM65XsCtwEFEq+tc4r3/SytlzwcuJZrf9yHg4u2r5bV2zjl3FNEQwTdTl9nmvS98LkyRMnDHh6u47Okkmxrg24dVZRziNuiGD9Hr43tAgO4ZRhFYt2pq9hpC43+jjni1+7c++2eyPoHVVGFVsfpili4k7LwoW1y8CUwG/gO8BHzTzNaRx1D1XLfov5e2b0Tr0n6+wCA7yiXAeu/9BOfcROBp59wE7/3G9ELOuXFEnQQPJBr69xBwFnB7tnOp6q9779WpUCRlRG/j1x+qzlmux7Hjsp4f8shZbLjmn1iPGvp+4/CMZZb98EUWf/MFqvvWMv7+D9LvGPWWl7aL8S36bwLb5xC+DLgL6Esej8hzLTbTbMUb59xPWx7rApqW7PPez3bOtbZk3yeBGd77lQDOuZuBc4mSeLZzItJBqnftx4BrP9Tq+cY121j8f89DgMS6ehZd8hzvmlnYjHdS2eKa4EMI/0jb/w+Q913z9s0w0TXku2RftnK5rjHJOTfTOfeCc+6c9ocsUhqLNgSO+X0jE6Y1cPNLhS2r2pmsxrDaHV9TVb0KWh9LJM696DGz/mZ2hpl9PfV6hJnlnPe6y/9rcc4Va8m+Qs0ERnvv16Vu5T/mnFvsvc+4EpBzrmkJwhEj2r6oiEhH+uo/Ejy+IOpWc+EjCY4ba+zWv+t+2VX37cbY245h8TdeoHpQd3a76ciCr/WfN7bxp2c2s+vQGs45oQ/darvu7y2ynZkdBDwMLAXGAT8C9iNaH+bkbHW7fIL33mddss85l9eSfUSt8vSJwMcQzamf9Zz3vmmpP+/9POdc1qX+vPdNSxDW1dVpxj/pUjY07NhPBtjU0HrZXJL1CUIiUJ2pC30RDTptIoNOyzz3fr6Wv5Pg6ze+Q33q900kAxd+vF8RopO4iNPkNi38HPh6COFWM1uTOvZPos7lWbW1F30/59yb6WVK3YuetCX7Up3sMi7ZB9wHPOWc2z6//vnA73Kdc87tAizz3gfnXCFL/Yl0GVccXsW/lyZYtQU+f2AV7xpS2LfesgcX8Z/PPkNia5K9r5rM7p/POWKnpJa/k2hK7gALlhW2NK3EV8yGxqXbG/htaj8AhBA2mlnvXBXb0ou+q7oG+K1zrmnJPu/9BgDn3JXAEu/9Td77uc657xLNwgfwCHAHQLZzpJb6c841LfXnvW/LUn8iXcbBu1Sx9AvGlgbo2731L7yZfiMbNyQ4+JC+9Oy1c1ed1y6bSWJzoml/7GcmUt0jd6/6Utljt1r23K2WN+Y3UFMNHz6842b5k64pbs/d06ykRT8xM5tANG18VhaC7iJ3lLq6ujB9+vRShyHSJn+8ZzV/mRHdCdxtbHe+9d1dqWox/vyJ9z7I+leiMtW9azh+wSlU1XTtPrvb6gOvzK1n+MBqRg/v8k8nK13Rs/HXT3q5WbL70Yz9YpHxzeybwInA14A/A+8HfgLMCCH8PFvdXLfoawDz3jekHfs00fq0T3nv729f6CLS1bw0c1PT/vy3t7F2TSODBtc2K3PgLw5l1kUvkNjcyN5XTe7yyR2gezfD7dk9d0EpSzG+Rf9DoDfRhGt9iPqYXUs0R31Wuf5V/oFoPDgAzrlvEXUgey9wp3PuvAIDFpEuasKknk37w4bX0q//zu2A/vsN4n1PHc8x/kSGf7B0S9KK5Cuuq8mFEBIhhMtCCP2AYSGEfiGEb4cQco5zzXWfygFfTHv9ReA87/3tzrmTiWbYuaXgyEWkyzn97CHsMqqWjRsSHHlMf2pqOu7bcNbyJN96MkGPavjxsTWMHRCjb16JlRhPVdskhLCqLeVzJfiB3vslAM65vYD+wN2pczNIDQcTkfJRXW0ce9yATnmvD/+hkSWpSaUXbWjk+U/XZq8gUqC43qI3s0lEq8Y5oilqm4QQumWrmyvBb3LO9UnN6+6AV733W7e/bx71RUQyakgElqatGLFwvTr8SseJcS/63wKLgDqi9eDzlitBPw181zn3K6Kx5g+nnduDaGYdEZE2q602vnpIFT9+IYkBlx7WdYfZSfzFOMHvA7wvhNDmaalyJfhLiXrufQl4Ffhp2rkzgWfa+oYiIttdc2wNn90/0L0Gxun5u3SgZHz/93oDGEYe495byrWa3DxgL+fcIO/9Oy1O/wiob+sbioik27PA2fRE2iJOLXgze0/ay1uB+8zsR8Cy9HIhhH9mu05ez9AzJHe892vzqSsiIlJqyXj1os90d/zeFq8DkPW5ljrJiYhI2YtTCz6EUJSZo7r+9FMiIiLtlLTmWzkxs/WZjqsFLyIiZS+u4+DzlPGXUwteREQk3jJOIqEWvIiIlL04PYMvFiV4EREpe+X23D0fSvAiIlL2ymGxmSwy/nJK8CIiUvbKvJPd05kOqpOdiIiUvaRZsy0uzOzcDMfMzK7Y/jqEcEKmukrwIiJS9oo9Dt7MzjKzl82s0cwuylH2fDObY2ZvmdkNZtaW3Ps9M/uNmfVIXWsY8HfgY7kqKsGLiEjZS2LNtiKYBZwG/C5bITMbB3wHOAyYmNrOasP7HAiMAf5lZucALwFvAYfmqqgEL1JBkqs3sfm0O9j4nhtouO/lUocj0mmCWbOt3dcL4dUQwutAMkfRTwIzQggrQwhJ4Gbg1Da8zwrgQ0Aj8Bvg3hDC+SGErbnqKsGLVJCt/+/PNPzhJRLPzWfz6b8juXhdqUMS6RQtb9Gb2RQz82nblA566zHA/LTXC4DR+VY2syHAX4FuwFeBOjObmk9d9aIXqSBh2YYdLxoShHc2w6j+pQtIpJO07FgXQpgGTGutvJnNJErOmQwPISSKF11WLwGPACeFELaY2cPA3Wb23hDCcdkqqgUvUkG6f/0o6N0NgNpP7U/VPiNKG5BIJ2nrM/gQwuQQwpBWtrYk9wXAbmmvxwAL21D/2yGEc0MIW1JxvUH0/H1RropqwYtUkJpjJ9Jv4WUk39lM1fjBWIyGC4m0R6J0/6vfBzyVGta2GjifHB3z0oUQfpPh2GbgM7nqKsGLVBgb2Ivqgb1KHYZIpyr22HczOx24BhgIfMzMvgEcF0J43cyuBJaEEG4KIcw1s+8Cz6eqPgLc0cb32hM4ChhK2qx1IYQrs9VTghcRkbJX7LnoQwh3AXe1cm5qi9e/An5VyPuk/pD4LfAysF/q5/7AU7nq6hm8iIiUvQ4YB99ZLgPqQggHA5tTPy8EZuaqqAQvIiJlL2HWbIuRMcA9LY7dDtTlqqgELyIi0nWtBbaPZV1uZnsBg4DeuSoqwYuISNkr9lz0negx4OOp/btTr/8FPJyrYuw72TnnegG3AgcRTeV3iff+L62UPR+4lKgX4kPAxd77pHNuFFGvxsnAbO+9y6deB/1KIiJSZIl4PXdvEkJIHw73HeANoB9Rx7usyqEFfwmw3ns/ATgRuMU516dlIedctgn/NwJTgTPaWE9ERGIgYc23uDCzKjM73cx+QtQT/yiixuh1ueqWQ4I/ldTwA+/9bMADx2co90lghvd+Zar13TThv/d+nff+aWBTW+qJiEg8xHU9eKL89nNgV6C2xZZV7G/Rk/9E/oVO+N+uhQJERKT0YtZzPt0ngf1CCG2Z3haIQYJ3zmWd8L8zY8mHc24KMAVgxAjN8y0i0hU0ljqAwq0CVhZSscsneO/95GznnXPbJ/Lf/gGMAR7PULTQCf/bVM9737RCUV1dXcjj+iIi0sFi3IL/NvBzM/tmCOGdtlQsh2fw9wAXADjnJgIHk3n4wH3ASc65oc65KqIJ/+/O4/qF1hMRkS6i0ZpvMfIa8H5gpZnVp2+5Knb5FnwergF+65ybAySAKd77DQDOuSuBJd77m7z3c51zGSf8d85VEz1n7w70d84tAm7x3l+erZ6IiMRDY0yHyRHlm+eALwKb21LRQtBd5I5SV1cXpk+fXuowRETipujZeMIXVzZLdnOuHxqLjG9mG4ABbVyDHiiPW/QiIiJZNZg122Lk38DuhVQsh1v0IiIiWTWUOoDC/R34s5lNA5amnwgh/C5bRSV4EREpe5vj1WpPd17q50UtjgdACV5ERCrblpjm9xDCuELrKsGLiEjZq49vL/qCKcGLiEj5q7z8rl70IiIi5UgteBERKX/x7WRXMLXgRUREypBa8CIiUv4qsAWvBC8iIuWv8vK7EryIiFSCysvwSvAiIlL+Ki+/K8GLiEgFUIIXEREpR5WX4ZXgRUSk/FVefleCFxGRSlB5GV4JXkREyl/l5XcleBERqQAVmOA1Va2IiFQAa7G182pmZ5nZy2bWaGYXZSl3lJltNrNZqe2Fdr95ntSCFxGR8lf8Fvws4DTgG3mUfT2E4IoeQQ5K8CIiUv6KPBd9COHV6LKWLOqFi0i36EVERDrWJDObaWYvmNk5nfWmasGLiEjFMbMpwJS0Q9NCCNPSzs8ExrRSfXgIIZHnW80ERocQ1pnZOOAxM1scQnisoMDbQAleRETKX4s79KlkPi1j2ej85GK8bQhhfdr+PDObARwOdHiC1y16ERGpAMXtRZ/3u5rtYhZ1ADCzQcBxRB30OpwSvIiIlL8i53czO93MFgGnAN81s0Vm9q7UuSvN7MJU0ZOBV81sFvAUcHsI4YH2R5CbbtGLiEj5K3KjPYRwF3BXK+empu3fANxQ3HfPjxK8iIhUgMqbyk4JXkREyl/l5Xc9gxcRESlHasGLiEj5q8AWfOwTvHOuF3ArcBDQCFzivf9LK2XPBy4l+k/9EHCx9z7pnBsF3AFMBmZ7711anaOAB4E3U4e2ee8P6aBfR0REOkKRp6qNg3K4RX8JsN57PwE4EbjFOdenZSHn3DjgO8BhwMTUdlbq9EZgKnBGK+/xuvf+gNSm5C4iIl1eOST4U4FfAXjvZwMeOD5DuU8CM7z3K733SeDmVF289+u8908DmzonZBER6VSlmeempGJ/i55oruD5aa8XAKPbUS6TSc65mUAD8Avv/W2tFXTONc1vPGLEiDwvLyIiHatCsnqaLp/gU4m11Qn/OyGEmcBo7/261G3+x5xzi733GecR9t43zW9cV1cXOiE+ERHJpfLye9dP8N77rBP+O+cWALsBK1OHxgCPZyi6vRxp5Rbm8f7r0/bnOec6baEAERGRQpXDM/h7gAsAnHMTgYOBhzOUuw84yTk31DlXBZwP3J3r4s65XZxzltrv1IUCRESkSPQMPpauAX7rnJsDJIAp3vsNAM65K4El3vubvPdznXPfBZ5P1XuEaGgczrlqoufz3YH+zrlFwC3e+8uJFgr4nHOugejzus173ykLBYiIiBTKQtBj4o5SV1cXpk+fXuowRETipuhtbLuqvlmyC5d1K/t2fDncohcREZEWyuEWvYiISHZl317fmVrwIiIiZUgteBERKX8V2IJXghcRkQpQeRleCV5ERMpf5eV3PYMXEREpR2rBi4hI+VMLXkRERMqBWvAiIlL+1IIXERGRcqAWvIiIlD+rvCa8EryIiJS/ysvvWk2uIznnVhItQ5vJEGBVJ4bTVl09PlCMxaIY26+rxwfxinGV9/5DpQ4m9kII2kqwHXTQQb7UMcQ5PsWoGLvS1tXjU4yVuamTnYiISBlSghcRESlDSvClM63UAeTQ1eMDxVgsirH9unp8oBgrjjrZiYiIlCG14EVERMqQxsF3EufcjcCxwDZgI/Al771vpey3gU+nXv7We//dTojvLODrwLuAL3vvb2il3FHAg8CbqUPbvPeHdHR8bYkxVfZ84FKi0a8PARd775OdEGMv4FbgIKARuMR7/5cM5Y6iEz9H59wk4DZgMLAaONt7P7tFmWrgOuBDQACu9t7f0lExFRjj5cDngSWpQ89677/QSfH9GDgZGAvs671/NUOZUn+G+cR4OaX7DAcD04HdgXpgNnCB935li3J5/TuS7NSC7zwPEf2D2x/4AfCHTIWcc0cCpwD7pLZTUsc62izgNOB3eZR93Xt/QGrrlOSekleMzrlxwHeAw4CJqe2sDo8ucgmw3ns/ATgRuMU516eVsp35Od4E3Oi9nwTcCPwqQ5kzgQlEn9dhwOXOubEdHFe6fGIEuD3tc+uUxJQyAziS1ue2gNJ/hvnECKX7DAPwI+/9Ht77fYG3gKszlGvLvyNphRJ8J/He/8V735B6+Rywq3Mu0+d/KtE/vi3e+y3A7aljHR3fq97714EOb+UWqg0xfhKY4b1fmWq130wnfIYpp5JKTKnWpweO76T3zsg5NwyYDNyVOnQXMNk5N7RF0VOBm733yVSLagbRH5tdKcaS8d4/471fmKNYyT5DyDvGkvHev+O9fyLt0PPAbhmKdrl/R3GkBF8aFwF/beWW8Ria//W9ABjdKVHlb5JzbqZz7gXn3DmlDiaDUn6GbXnvzvocRwOLvfcJgNTP+NBLFwAABM5JREFUJRniKuXnlm+MAKc55152zj3inDusk+LLVxz+/UIX+AxTDZzPAX/KcDoun2OXpmfwReKcm0n0P2Umw7d/cTnnTgPOILqN1mnyjS8PM4HR3vt1qVvhjznnFnvvH+tCMXaYXDG24VId9jmWuZuAq7z3Dc65DwAPOOf28t6vLnVgMdJVPsPrifojtdqXRtpHCb5IvPeTc5Vxzn0cuAo41nu/vJViC2h+y2oM0O5bbvnEl+d11qftz3POzQAOB9qdmIoVIx30GULuGJ1z2997e6ehMcDjGa7TYZ9jBguBUc65au99ItURbCQ7fybbY/93Wuy5nuV2aoze+2Vp+4865xYS9VV5spPizKWUn2FeusJnmOoMOBE4sZU7mXn9O5LsdIu+kzjnPgL8FPig9/7tLEXvAc52zvV0zvUEzgb+f3v3E2JVHQVw/GtkJA3RVEZlCgZJIEHGCVq0DAuDHNvNIohKpoVgFESLSHOhhC1KWrSQSPwTZIGjYBK0aSV0wKJ/SJAQZaBJIYioiS1+v0cPQXnlvPv0N9/P6jH33uG8H3Pn3Pu7v3vOxx2EOJCIuCsi5tTPtwLLKYvfriafAhMRMb9OA66muzHcDUwBRMR9wMPAgYt36nIcM/NY/d2T9UeTwKGLVy7X2FdHxHX12fcE8MkwYvq/MUbEgr7PD1JWix/uIsYBjWwMBzXqMYyIjZTV8ROZeeYSuw10HunyLHTTkdpZ7iz/XpFCuZM/ERFbgb2Zubfuu56S2KEsuFvfQXyTwGZgvMZ5CliemT9ExAbgaGa+HxFrKM/NzlFmgLZl5uZhx/dfYqz7TlFeqQP4HFjTxRR/RNwEfAgsA84Dr2bmdN02snGMiPspr6CNA39SXkE7HBH7gTcyM+td83uUiw2AtzKzs8piA8a4jZIczlP+BtZl5v6O4tsCPA3cSel4diIzl15lYzhIjKMcw6XAd5TXQ0/XHx/JzFUR8TWwIjOPXu480uBM8JIkNcgpekmSGmSClySpQSZ4SZIaZIKXJKlBJnhJkhpkgpckqUEmeEmSGmSClySpQdailxoSEWspFfIWUKrB7QRer/Xdl1Ba5y4DjgAfAO9kZq9k7vWU6n/PAncA3wNrMzO7/h6Srpx38FJbfqX0zb4ZWAk8B7xQk/c+4BtK17tVlBr9/d6sxzwB3Ea5ADgQEePdhC5pJlmqVmpY7dq1CNgCfAHckpmn67bnga2ZOac2vjkJPJmZX/Yd/y2lnvqO7qOXdCWcopcaUhvyvAzcSzm/bwAOUqbsj/WSe9XfxvR2YAzYFxH9V/1zgXuGGrSkoTDBS42IiIXADko3sc8y82y9gw/gN2B+RMzrS/KL+g7/g9Kd77HM/ApJ1zyfwUvtGKOc08eBcxHxCPBM3XYQ+AXYFBE3RsRi4KXegZl5AXgXeLv23yYixiLi8Yi4u8svIWlmmOClRmTmj8A6YBr4C3gN+Khu+xt4CniIcgGwB9hO6Qfe0zt2OiJOAj8BL+L/Cema5CI7aZaKiCnglcxcMupYJM08n8FLs0REPAr8DvwMPEB5593V8VKjTPDS7LEQ2EVZMX8c2A1sGmlEkobGKXpJkhrk4hlJkhpkgpckqUEmeEmSGmSClySpQSZ4SZIaZIKXJKlB/wBPCFZ99K1OrwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature = 'age'\n",
    "interaction_feature = 'max_heart_rate_achieved'\n",
    "shap.dependence_plot(feature, sample_shap, X_test, interaction_index=interaction_feature)\n",
    "shap.dependence_plot(feature, primal_effects, X_test, interaction_index=interaction_feature)\n",
    "shap.dependence_plot(feature, interaction_effects, X_test, interaction_index=interaction_feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature = 'num_major_vessels'\n",
    "interaction_feature = 'thalassemia_fixed defect'\n",
    "shap.dependence_plot(feature, sample_shap, X_test, interaction_index=interaction_feature)\n",
    "shap.dependence_plot(feature, primal_effects, X_test, interaction_index=interaction_feature)\n",
    "shap.dependence_plot(feature, interaction_effects, X_test, interaction_index=interaction_feature)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
